Spatio-Temporal Convolution Kernels

Research output: Journal contributionsJournal articlesResearchpeer-review

Standard

Spatio-Temporal Convolution Kernels. / Knauf, Konstantin; Memmert, Daniel; Brefeld, Ulf.
In: Machine Learning, Vol. 102, No. 2, 01.02.2016, p. 247-273.

Research output: Journal contributionsJournal articlesResearchpeer-review

Harvard

APA

Vancouver

Knauf K, Memmert D, Brefeld U. Spatio-Temporal Convolution Kernels. Machine Learning. 2016 Feb 1;102(2):247-273. doi: 10.1007/s10994-015-5520-1

Bibtex

@article{44a736a130f64aeeb751164c3ee62e3e,
title = "Spatio-Temporal Convolution Kernels",
abstract = "Trajectory data of simultaneously moving objects is being recorded in many different domains and applications. However, existing techniques that utilise such data often fail to capture characteristic traits or lack theoretical guarantees. We propose a novel class of spatio-temporal convolution kernels to capture similarities in multi-object scenarios. The abstract kernel is a composition of a temporal and a spatial kernel and its actual instantiations depend on the application at hand. Empirically, we compare our kernels and efficient approximations thereof to baseline techniques for clustering tasks using artificial and real world data from team sports.",
keywords = "Engineering, Convolution kernel, Spatio-temporal, Trajectory, Soccer, Business informatics",
author = "Konstantin Knauf and Daniel Memmert and Ulf Brefeld",
year = "2016",
month = feb,
day = "1",
doi = "10.1007/s10994-015-5520-1",
language = "English",
volume = "102",
pages = "247--273",
journal = "Machine Learning",
issn = "0885-6125",
publisher = "Springer Netherlands",
number = "2",

}

RIS

TY - JOUR

T1 - Spatio-Temporal Convolution Kernels

AU - Knauf, Konstantin

AU - Memmert, Daniel

AU - Brefeld, Ulf

PY - 2016/2/1

Y1 - 2016/2/1

N2 - Trajectory data of simultaneously moving objects is being recorded in many different domains and applications. However, existing techniques that utilise such data often fail to capture characteristic traits or lack theoretical guarantees. We propose a novel class of spatio-temporal convolution kernels to capture similarities in multi-object scenarios. The abstract kernel is a composition of a temporal and a spatial kernel and its actual instantiations depend on the application at hand. Empirically, we compare our kernels and efficient approximations thereof to baseline techniques for clustering tasks using artificial and real world data from team sports.

AB - Trajectory data of simultaneously moving objects is being recorded in many different domains and applications. However, existing techniques that utilise such data often fail to capture characteristic traits or lack theoretical guarantees. We propose a novel class of spatio-temporal convolution kernels to capture similarities in multi-object scenarios. The abstract kernel is a composition of a temporal and a spatial kernel and its actual instantiations depend on the application at hand. Empirically, we compare our kernels and efficient approximations thereof to baseline techniques for clustering tasks using artificial and real world data from team sports.

KW - Engineering

KW - Convolution kernel

KW - Spatio-temporal

KW - Trajectory

KW - Soccer

KW - Business informatics

UR - http://www.scopus.com/inward/record.url?scp=84955642460&partnerID=8YFLogxK

U2 - 10.1007/s10994-015-5520-1

DO - 10.1007/s10994-015-5520-1

M3 - Journal articles

VL - 102

SP - 247

EP - 273

JO - Machine Learning

JF - Machine Learning

SN - 0885-6125

IS - 2

ER -

Recently viewed

Publications

  1. Collaboration and Open Science Initiatives in Primate Research
  2. Developmentalities and donor-NGO relations
  3. Introduction
  4. Trust in scientists, risk perception, conspiratorial beliefs, and unrealistic optimism
  5. AUC Maximizing Support Vector Learning
  6. Series foreword of Series Editors
  7. Group formation in computer-supported collaborative learning
  8. Homogenization approach based on laminates
  9. Substance Flows Associated with Medical Care - Significance of Different Sources
  10. Manual construction and mathematics- and computer-aided counting of stereoisomers. The example of oligoinositols
  11. Responsibility and environment
  12. Rational Design of Molecules by Life Cycle Engineering
  13. New Methods for the Analysis of Links between International Firm Activities and Firm Performance: A Practitioner’s Guide
  14. Introduction
  15. Learning and Re-learning in Chat-based CSCL
  16. Navigating pluralism
  17. Embedded, not plugged-in
  18. Transcending the Locality of Grassroots Initiatives
  19. Data quality assessment framework for critical raw materials. The case of cobalt
  20. Qualitative and Quantitative Human Error Analysis in Hazardous Industries
  21. Mathematical Model of Double Row Self-Aligning Ball Bearing
  22. Assembly history modulates vertical root distribution in a grassland experiment
  23. How to measure the substantive representation of traditionally excluded groups in comparative research
  24. Concept Maps in der Hochschullehre
  25. Introduction to Kant's Anthropology
  26. (Un)Bestimmtheit
  27. Impact of Auditor and Audit Firm Rotation on Accounting and Audit Quality
  28. Fallstudie
  29. An experimental approach to the optimisation of customer information at the point of sale
  30. Lifestyle-TV – Critical Attitudes towards „Banal” Programming
  31. Fallstudie
  32. Methodology for Integrating Biomimetic Beams in Abstracted Topology Optimization Results
  33. Effect of laser peening process parameters and sequences on residual stress profiles
  34. The science-policy interface on ecosystems and people
  35. Influence of Long-Lasting Static Stretching on Maximal Strength, Muscle Thickness and Flexibility
  36. Industrial Application Study and Development of a Control Strategy for an Ice Clamping Device
  37. Biodiversity buffers pollination from changes in environmental conditions
  38. EURODEMO - Improving the uptake of efficient soil and groundwater remediation technologies
  39. Das Schreiben, das Interpretieren, die Tatsachen
  40. Brain Drain
  41. L'agenda 21 locale
  42. International Master’s Programme in Sustainable Development and Management
  43. Critical evaluation of commonly used methods to determine the concordance between sonography and magnetic resonance imaging: A comparative study
  44. Embedded Self-Managing Modes of Organizing
  45. Love in Paramyth
  46. Firm size and the use of export intermediaries.